---
title: "Writing by Maanav Sunderaraman"
description: "Working notes on AI systems, revenue operations, creative production, and executive work."
canonical_url: "https://maanavs.com/writing"
markdown_url: "https://maanavs.com/writing.md"
---

# Writing by Maanav Sunderaraman

Public notes about systems and operations.

## Articles

- [How to Add Human Approval to an AI Operating System](https://maanavs.com/writing/human-approval-ai-operating-systems). A practical method for deciding where an AI system must stop, what evidence it should prepare, and what it can do after approval.
- [Why CRM Enrichment and Routing Should Be One System](https://maanavs.com/writing/crm-enrichment-routing-one-system). A practical explanation of why revenue teams should connect record correction, enrichment, qualification, routing, and measurement.